{"id":"W4405961026","doi":"10.1093/geroni/igae098.1341","title":"PEOPLE DO NOT AGE IN LABS: SOCIAL AND BEHAVIORAL CONSIDERATIONS WHEN DEVELOPING GEROSCIENCE INTERVENTIONS","year":2024,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Psychology; Applied psychology; Internet privacy; Medical education; Computer science; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05043439,0.000640951,0.001508738,0.001336578,0.004863241,0.006102399,0.003116055,0.00459264,0.01530206],"category_scores_gemma":[0.07551156,0.0005879931,0.001318601,0.0007382492,0.004481595,0.008301186,0.009600666,0.008005137,0.003214215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00251919,"about_ca_system_score_gemma":0.01419603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003431247,"about_ca_topic_score_gemma":0.01254563,"domain_scores_codex":[0.9692532,0.02380404,0.00103103,0.0006626371,0.002896735,0.002352483],"domain_scores_gemma":[0.9638092,0.0197755,0.001754882,0.001443204,0.003868862,0.009348268],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007890446,0.005892378,0.01911619,0.006282176,0.0003850666,0.001857177,0.07638048,0.0009067443,0.001851986,0.02450049,0.1553554,0.706683],"study_design_scores_gemma":[0.001710699,0.006169721,0.05665892,0.0313069,0.0009098564,0.00195813,0.1480099,0.001843986,0.002236733,0.1124187,0.6362635,0.000512944],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.129077,0.02486145,0.03036024,0.7145806,0.01107262,0.00740752,0.0004841941,0.0007346867,0.08142163],"genre_scores_gemma":[0.6187757,0.02899529,0.1095755,0.2015934,0.003986696,0.02457618,0.0003499873,0.0003060035,0.01184134],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9495656,"threshold_uncertainty_score":0.2667258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.252162929405034,"score_gpt":0.4968595403309338,"score_spread":0.2446966109258997,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}